Dataset info
| Number of variables | 14 |
|---|---|
| Number of observations | 100000 |
| Missing cells | 0 (0.0%) |
| Duplicate rows | 0 (0.0%) |
| Total size in memory | 21.4 MiB |
| Average record size in memory | 224.5 B |
Variables types
| NUM | 11 |
|---|---|
| CAT | 2 |
| BOOL | 1 |
Reproduction info
| Date of analysis | 2020-01-29 14:10:19.478847 |
|---|---|
| Version | pandas-profiling v2.4.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download Configuration | config.yaml |
Warnings
distance_km is highly skewed (γ1 = 65.39651434) | Skewed |
driver_latitude is highly skewed (γ1 = -26.36873243) | Skewed |
driver_longitude is highly skewed (γ1 = -26.11044346) | Skewed |
duration_min is highly skewed (γ1 = 49.66742143) | Skewed |
hour_key has 6646 (6.6%) zeros | Zeros |
origin_order_latitude is highly skewed (γ1 = -80.54111676) | Skewed |
origin_order_longitude is highly skewed (γ1 = -72.68878253) | Skewed |
weekday_key has 14411 (14.4%) zeros | Zeros |
driver_longitude is highly correlated with driver_latitude | High Correlation |
driver_latitude is highly correlated with driver_longitude | High Correlation |
duration_min is highly correlated with distance_km | High Correlation |
distance_km is highly correlated with duration_min | High Correlation |
| Distinct count | 31297 |
|---|---|
| Unique (%) | 31.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.39351786 |
|---|---|
| Minimum | -1 |
| Maximum | 5234.283 |
| Zeros | 152 |
| Zeros (%) | 0.2% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | -1 |
| Q1 | -1 |
| median | 10.4115 |
| Q3 | 30.66525 |
| 95-th percentile | 57.487 |
| Maximum | 5234.283 |
| Range | 5235.283 |
| Interquartile range (IQR) | 31.66525 |
Descriptive statistics
| Standard deviation | 41.12929569 |
|---|---|
| Coefficient of variation (CV) | 2.236075557 |
| Kurtosis | 7014.057955 |
| Mean | 18.39351786 |
| Median Absolute Deviation (MAD) | 17.43801721 |
| Skewness | 65.39651434 |
| Sum | 1839351.786 |
| Variance | 1691.618964 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-1.0000000e+00 -5.0000000e-01 5.9000000e-02 5.7200000e-01 9.0250000e-01 ... 4.4469400e+02 7.1585050e+02 7.1926550e+02 1.6191805e+03 5.2342830e+03], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| -1 | 26207 | 26.2% | |
| 0 | 152 | 0.2% | |
| 7.718 | 39 | < 0.1% | |
| 56.447 | 35 | < 0.1% | |
| 11.014 | 32 | < 0.1% | |
| 8.631 | 31 | < 0.1% | |
| 20.096 | 29 | < 0.1% | |
| 89.103 | 27 | < 0.1% | |
| 12.612 | 26 | < 0.1% | |
| 46.815 | 26 | < 0.1% | |
| Other values (31287) | 73396 | 73.4% |
| Value | Count | Frequency (%) | |
| -1 | 26207 | 26.2% | |
| 0 | 152 | 0.2% | |
| 0.005 | 1 | < 0.1% | |
| 0.01 | 1 | < 0.1% | |
| 0.02 | 5 | < 0.1% |
| Value | Count | Frequency (%) | |
| 5234.283 | 1 | < 0.1% | |
| 5215.793 | 1 | < 0.1% | |
| 4177.9 | 1 | < 0.1% | |
| 3563.968 | 1 | < 0.1% | |
| 2120.626 | 1 | < 0.1% |
driver_gk
Real number (ℝ≥0)
| Distinct count | 439 |
|---|---|
| Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3446.37636 |
|---|---|
| Minimum | 14 |
| Maximum | 6806 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 14 |
|---|---|
| 5-th percentile | 462 |
| Q1 | 1421 |
| median | 3506.5 |
| Q3 | 5242 |
| 95-th percentile | 6633 |
| Maximum | 6806 |
| Range | 6792 |
| Interquartile range (IQR) | 3821 |
Descriptive statistics
| Standard deviation | 2038.738677 |
|---|---|
| Coefficient of variation (CV) | 0.5915600806 |
| Kurtosis | -1.274704012 |
| Mean | 3446.37636 |
| Median Absolute Deviation (MAD) | 1775.228621 |
| Skewness | 0.07389865679 |
| Sum | 344637636 |
| Variance | 4156455.395 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 14. 18. 32. 77.5 80.5 ... 6752. 6777. 6796. 6804. 6806. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 1421 | 3014 | 3.0% | |
| 1060 | 2780 | 2.8% | |
| 1126 | 2328 | 2.3% | |
| 4490 | 1784 | 1.8% | |
| 2442 | 1588 | 1.6% | |
| 462 | 1571 | 1.6% | |
| 6762 | 1452 | 1.5% | |
| 6302 | 1299 | 1.3% | |
| 6580 | 1293 | 1.3% | |
| 1358 | 1207 | 1.2% | |
| Other values (429) | 81684 | 81.7% |
| Value | Count | Frequency (%) | |
| 14 | 212 | 0.2% | |
| 22 | 94 | 0.1% | |
| 42 | 202 | 0.2% | |
| 51 | 261 | 0.3% | |
| 75 | 222 | 0.2% |
| Value | Count | Frequency (%) | |
| 6806 | 262 | 0.3% | |
| 6802 | 140 | 0.1% | |
| 6800 | 317 | 0.3% | |
| 6792 | 746 | 0.7% | |
| 6762 | 1452 | 1.5% |
| Distinct count | 57259 |
|---|---|
| Unique (%) | 57.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55.70082427 |
|---|---|
| Minimum | -1 |
| Maximum | 56.174097 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 55.415448 |
| Q1 | 55.70865075 |
| median | 55.7729045 |
| Q3 | 55.96066725 |
| 95-th percentile | 55.964157 |
| Maximum | 56.174097 |
| Range | 57.174097 |
| Interquartile range (IQR) | 0.2520165 |
Descriptive statistics
| Standard deviation | 2.135903307 |
|---|---|
| Coefficient of variation (CV) | 0.03834599101 |
| Kurtosis | 696.9531818 |
| Mean | 55.70082427 |
| Median Absolute Deviation (MAD) | 0.2211061865 |
| Skewness | -26.36873243 |
| Sum | 5570082.427 |
| Variance | 4.562082937 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-1. -0.5 55.347678 55.383241 55.4102805 ... 55.970659 55.979563 55.980037 56.0129395 56.174097 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 55.961859 | 2645 | 2.6% | |
| 55.962987 | 1799 | 1.8% | |
| 55.962323 | 1435 | 1.4% | |
| 55.964894 | 1329 | 1.3% | |
| 55.964893 | 1156 | 1.2% | |
| 55.962122 | 1021 | 1.0% | |
| 55.962324 | 1019 | 1.0% | |
| 55.964892 | 699 | 0.7% | |
| 55.96232 | 500 | 0.5% | |
| 55.960537 | 457 | 0.5% | |
| Other values (57249) | 87940 | 87.9% |
| Value | Count | Frequency (%) | |
| -1 | 140 | 0.1% | |
| 0 | 1 | < 0.1% | |
| 55.327636 | 1 | < 0.1% | |
| 55.36772 | 2 | < 0.1% | |
| 55.382721 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 56.174097 | 1 | < 0.1% | |
| 56.018542 | 1 | < 0.1% | |
| 56.013017 | 1 | < 0.1% | |
| 56.012862 | 1 | < 0.1% | |
| 56.012142 | 1 | < 0.1% |
| Distinct count | 59906 |
|---|---|
| Unique (%) | 59.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.49229235 |
|---|---|
| Minimum | -1 |
| Maximum | 38.280547 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 37.37546045 |
| Q1 | 37.413497 |
| median | 37.533664 |
| Q3 | 37.624113 |
| 95-th percentile | 37.89807 |
| Maximum | 38.280547 |
| Range | 39.280547 |
| Interquartile range (IQR) | 0.210616 |
Descriptive statistics
| Standard deviation | 1.454640015 |
|---|---|
| Coefficient of variation (CV) | 0.03879837492 |
| Kurtosis | 687.899573 |
| Mean | 37.49229235 |
| Median Absolute Deviation (MAD) | 0.1830915178 |
| Skewness | -26.11044346 |
| Sum | 3749229.235 |
| Variance | 2.115977574 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-1. -0.5 36.98552 37.1188205 37.17344 ... 37.910144 37.9300635 37.9969935 38.121217 38.280547 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 37.407126 | 2653 | 2.7% | |
| 37.407117 | 2429 | 2.4% | |
| 37.413543 | 2102 | 2.1% | |
| 37.413468 | 1587 | 1.6% | |
| 37.417515 | 1122 | 1.1% | |
| 37.413532 | 1082 | 1.1% | |
| 37.409464 | 1020 | 1.0% | |
| 37.413282 | 983 | 1.0% | |
| 37.413284 | 955 | 1.0% | |
| 37.407116 | 946 | 0.9% | |
| Other values (59896) | 85121 | 85.1% |
| Value | Count | Frequency (%) | |
| -1 | 140 | 0.1% | |
| 0 | 1 | < 0.1% | |
| 36.984771 | 1 | < 0.1% | |
| 36.986269 | 1 | < 0.1% | |
| 36.998318 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 38.280547 | 1 | < 0.1% | |
| 38.23276 | 1 | < 0.1% | |
| 38.209864 | 1 | < 0.1% | |
| 38.169185 | 1 | < 0.1% | |
| 38.15185 | 1 | < 0.1% |
driver_response
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 50752 | 50.8% | |
| 1 | 49248 | 49.2% |
| Distinct count | 4728 |
|---|---|
| Unique (%) | 4.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.13484139 |
|---|---|
| Minimum | -1 |
| Maximum | 3958.283 |
| Zeros | 152 |
| Zeros (%) | 0.2% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | -1 |
| Q1 | -1 |
| median | 19.7 |
| Q3 | 37.867 |
| 95-th percentile | 60.233 |
| Maximum | 3958.283 |
| Range | 3959.283 |
| Interquartile range (IQR) | 38.867 |
Descriptive statistics
| Standard deviation | 33.89010507 |
|---|---|
| Coefficient of variation (CV) | 1.464894637 |
| Kurtosis | 4892.314391 |
| Mean | 23.13484139 |
| Median Absolute Deviation (MAD) | 17.94304222 |
| Skewness | 49.66742143 |
| Sum | 2313484.139 |
| Variance | 1148.539222 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-1.000000e+00 -5.000000e-01 8.500000e-03 2.133500e+00 2.783500e+00 ... 1.022750e+02 1.399915e+02 5.574670e+02 1.206525e+03 3.958283e+03], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| -1 | 26207 | 26.2% | |
| 0 | 152 | 0.2% | |
| 21.467 | 65 | 0.1% | |
| 56.833 | 64 | 0.1% | |
| 23.333 | 56 | 0.1% | |
| 29.617 | 55 | 0.1% | |
| 21.1 | 54 | 0.1% | |
| 16.7 | 53 | 0.1% | |
| 26.017 | 52 | 0.1% | |
| 22.117 | 51 | 0.1% | |
| Other values (4718) | 73191 | 73.2% |
| Value | Count | Frequency (%) | |
| -1 | 26207 | 26.2% | |
| 0 | 152 | 0.2% | |
| 0.017 | 2 | < 0.1% | |
| 0.083 | 5 | < 0.1% | |
| 0.1 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 3958.283 | 1 | < 0.1% | |
| 3947.383 | 1 | < 0.1% | |
| 3112.217 | 1 | < 0.1% | |
| 2721 | 1 | < 0.1% | |
| 1680.85 | 1 | < 0.1% |
| Distinct count | 24 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.82779 |
|---|---|
| Minimum | 0 |
| Maximum | 23 |
| Zeros | 6646 |
| Zeros (%) | 6.6% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 8 |
| median | 16 |
| Q3 | 20 |
| 95-th percentile | 23 |
| Maximum | 23 |
| Range | 23 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 7.306496258 |
|---|---|
| Coefficient of variation (CV) | 0.5283921912 |
| Kurtosis | -0.964941722 |
| Mean | 13.82779 |
| Median Absolute Deviation (MAD) | 6.274395442 |
| Skewness | -0.5445650226 |
| Sum | 1382779 |
| Variance | 53.38488756 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 ... 18.5 20.5 21.5 22.5 23. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 23 | 8184 | 8.2% | |
| 21 | 7398 | 7.4% | |
| 22 | 6881 | 6.9% | |
| 0 | 6646 | 6.6% | |
| 20 | 6566 | 6.6% | |
| 19 | 6369 | 6.4% | |
| 18 | 5889 | 5.9% | |
| 17 | 5028 | 5.0% | |
| 16 | 4500 | 4.5% | |
| 15 | 4249 | 4.2% | |
| Other values (14) | 38290 | 38.3% |
| Value | Count | Frequency (%) | |
| 0 | 6646 | 6.6% | |
| 1 | 3467 | 3.5% | |
| 2 | 2275 | 2.3% | |
| 3 | 1768 | 1.8% | |
| 4 | 2193 | 2.2% |
| Value | Count | Frequency (%) | |
| 23 | 8184 | 8.2% | |
| 22 | 6881 | 6.9% | |
| 21 | 7398 | 7.4% | |
| 20 | 6566 | 6.6% | |
| 19 | 6369 | 6.4% |
offer_class_group
Categorical
| Distinct count | 9 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| Economy | |
|---|---|
| Standard | |
| Premium | 1773 |
| Delivery | 1290 |
| Kids | 588 |
| Other values (4) | 726 |
| Value | Count | Frequency (%) | |
| Economy | 48335 | 48.3% | |
| Standard | 47288 | 47.3% | |
| Premium | 1773 | 1.8% | |
| Delivery | 1290 | 1.3% | |
| Kids | 588 | 0.6% | |
| XL | 464 | 0.5% | |
| VIP | 225 | 0.2% | |
| VIP+ | 29 | < 0.1% | |
| Test | 8 | < 0.1% |
Composition
| Contains chars | True |
|---|---|
| Contains digits | False |
| Contains whitespace | False |
| Contains non-words | True |
Length
| Max length | 8 |
|---|---|
| Mean length | 7.43483 |
| Min length | 2 |
| Distinct count | 100000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 566218.9287 |
|---|---|
| Minimum | 4 |
| Maximum | 1130355 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 56384.85 |
| Q1 | 285555.25 |
| median | 565671.5 |
| Q3 | 848719.75 |
| 95-th percentile | 1073490.15 |
| Maximum | 1130355 |
| Range | 1130351 |
| Interquartile range (IQR) | 563164.5 |
Descriptive statistics
| Standard deviation | 325935.9801 |
|---|---|
| Coefficient of variation (CV) | 0.5756359662 |
| Kurtosis | -1.19620134 |
| Mean | 566218.9287 |
| Median Absolute Deviation (MAD) | 282169.056 |
| Skewness | -0.002335357607 |
| Sum | 5.662189286e+10 |
| Variance | 1.062342631e+11 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[4.000000e+00 1.130355e+06], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 534523 | 1 | < 0.1% | |
| 513801 | 1 | < 0.1% | |
| 139921 | 1 | < 0.1% | |
| 539282 | 1 | < 0.1% | |
| 799379 | 1 | < 0.1% | |
| 137878 | 1 | < 0.1% | |
| 1053335 | 1 | < 0.1% | |
| 682648 | 1 | < 0.1% | |
| 811673 | 1 | < 0.1% | |
| 590627 | 1 | < 0.1% | |
| Other values (99990) | 99990 | > 99.9% |
| Value | Count | Frequency (%) | |
| 4 | 1 | < 0.1% | |
| 35 | 1 | < 0.1% | |
| 49 | 1 | < 0.1% | |
| 77 | 1 | < 0.1% | |
| 78 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1130355 | 1 | < 0.1% | |
| 1130349 | 1 | < 0.1% | |
| 1130335 | 1 | < 0.1% | |
| 1130313 | 1 | < 0.1% | |
| 1130296 | 1 | < 0.1% |
order_gk
Real number (ℝ≥0)
| Distinct count | 81435 |
|---|---|
| Unique (%) | 81.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 460867.0129 |
|---|---|
| Minimum | 18 |
| Maximum | 920344 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 45336.95 |
| Q1 | 229178.5 |
| median | 462420 |
| Q3 | 690894 |
| 95-th percentile | 874575.35 |
| Maximum | 920344 |
| Range | 920326 |
| Interquartile range (IQR) | 461715.5 |
Descriptive statistics
| Standard deviation | 266064.9895 |
|---|---|
| Coefficient of variation (CV) | 0.5773140235 |
| Kurtosis | -1.203970021 |
| Mean | 460867.0129 |
| Median Absolute Deviation (MAD) | 230665.6764 |
| Skewness | -0.008575101991 |
| Sum | 4.608670129e+10 |
| Variance | 7.079057865e+10 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[1.800000e+01 3.271650e+04 3.273150e+04 3.606550e+04 3.606950e+04 ... 9.145165e+05 9.145205e+05 9.161300e+05 9.161335e+05 9.203440e+05], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 853342 | 14 | < 0.1% | |
| 714527 | 13 | < 0.1% | |
| 761031 | 13 | < 0.1% | |
| 828548 | 12 | < 0.1% | |
| 180487 | 12 | < 0.1% | |
| 896087 | 12 | < 0.1% | |
| 341619 | 12 | < 0.1% | |
| 187673 | 12 | < 0.1% | |
| 181958 | 12 | < 0.1% | |
| 574575 | 11 | < 0.1% | |
| Other values (81425) | 99877 | 99.9% |
| Value | Count | Frequency (%) | |
| 18 | 1 | < 0.1% | |
| 21 | 1 | < 0.1% | |
| 27 | 1 | < 0.1% | |
| 33 | 1 | < 0.1% | |
| 44 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 920344 | 1 | < 0.1% | |
| 920339 | 1 | < 0.1% | |
| 920337 | 1 | < 0.1% | |
| 920336 | 1 | < 0.1% | |
| 920309 | 1 | < 0.1% |
| Distinct count | 32925 |
|---|---|
| Unique (%) | 32.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55.77244028 |
|---|---|
| Minimum | -1 |
| Maximum | 56.311121 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 55.410307 |
| Q1 | 55.70803175 |
| median | 55.772561 |
| Q3 | 55.962 |
| 95-th percentile | 55.964892 |
| Maximum | 56.311121 |
| Range | 57.311121 |
| Interquartile range (IQR) | 0.25396825 |
Descriptive statistics
| Standard deviation | 0.6659849742 |
|---|---|
| Coefficient of variation (CV) | 0.01194111233 |
| Kurtosis | 6862.416107 |
| Mean | 55.77244028 |
| Median Absolute Deviation (MAD) | 0.1274077097 |
| Skewness | -80.54111676 |
| Sum | 5577244.028 |
| Variance | 0.4435359859 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-1. 55.3320525 55.3849625 55.408717 55.409241 ... 55.9736215 55.9737265 55.984885 56.0242915 56.311121 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 55.962322 | 15632 | 15.6% | |
| 55.410307 | 7021 | 7.0% | |
| 55.964892 | 3250 | 3.2% | |
| 55.966694 | 2412 | 2.4% | |
| 55.961995 | 844 | 0.8% | |
| 55.605226 | 773 | 0.8% | |
| 55.96237 | 595 | 0.6% | |
| 55.962951 | 577 | 0.6% | |
| 55.966563 | 291 | 0.3% | |
| 55.604797 | 254 | 0.3% | |
| Other values (32915) | 68351 | 68.4% |
| Value | Count | Frequency (%) | |
| -1 | 13 | < 0.1% | |
| 55.327917 | 1 | < 0.1% | |
| 55.336188 | 1 | < 0.1% | |
| 55.342523 | 1 | < 0.1% | |
| 55.376208 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 56.311121 | 1 | < 0.1% | |
| 56.172361 | 1 | < 0.1% | |
| 56.025061 | 1 | < 0.1% | |
| 56.023522 | 1 | < 0.1% | |
| 56.016414 | 1 | < 0.1% |
| Distinct count | 33646 |
|---|---|
| Unique (%) | 33.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.54163698 |
|---|---|
| Minimum | -1 |
| Maximum | 38.243608 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 37.37170785 |
| Q1 | 37.407117 |
| median | 37.532537 |
| Q3 | 37.6243575 |
| 95-th percentile | 37.902451 |
| Maximum | 38.243608 |
| Range | 39.243608 |
| Interquartile range (IQR) | 0.2172405 |
Descriptive statistics
| Standard deviation | 0.467758234 |
|---|---|
| Coefficient of variation (CV) | 0.01245971864 |
| Kurtosis | 5989.551264 |
| Mean | 37.54163698 |
| Median Absolute Deviation (MAD) | 0.1337019082 |
| Skewness | -72.68878253 |
| Sum | 3754163.698 |
| Variance | 0.2187977654 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-1. 36.998827 37.1293305 37.171 37.225337 ... 37.9729955 38.019268 38.1171025 38.1184055 38.243608 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 37.407117 | 15630 | 15.6% | |
| 37.902451 | 7021 | 7.0% | |
| 37.413543 | 3250 | 3.2% | |
| 37.415754 | 2412 | 2.4% | |
| 37.406355 | 843 | 0.8% | |
| 37.286083 | 773 | 0.8% | |
| 37.40428 | 595 | 0.6% | |
| 37.405915 | 577 | 0.6% | |
| 37.415485 | 291 | 0.3% | |
| 37.288773 | 254 | 0.3% | |
| Other values (33636) | 68354 | 68.4% |
| Value | Count | Frequency (%) | |
| -1 | 13 | < 0.1% | |
| 36.994072 | 1 | < 0.1% | |
| 37.003582 | 1 | < 0.1% | |
| 37.01321 | 1 | < 0.1% | |
| 37.019473 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 38.243608 | 1 | < 0.1% | |
| 38.204119 | 2 | < 0.1% | |
| 38.186995 | 1 | < 0.1% | |
| 38.140555 | 1 | < 0.1% | |
| 38.13262 | 1 | < 0.1% |
ride_type_desc
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| private | |
|---|---|
| business | 8533 |
| affiliate | 224 |
| SMB | 36 |
| Value | Count | Frequency (%) | |
| private | 91207 | 91.2% | |
| business | 8533 | 8.5% | |
| affiliate | 224 | 0.2% | |
| SMB | 36 | < 0.1% |
Composition
| Contains chars | True |
|---|---|
| Contains digits | False |
| Contains whitespace | False |
| Contains non-words | False |
Length
| Max length | 9 |
|---|---|
| Mean length | 7.08837 |
| Min length | 3 |
| Distinct count | 7 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.15986 |
|---|---|
| Minimum | 0 |
| Maximum | 6 |
| Zeros | 14411 |
| Zeros (%) | 14.4% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.054221745 |
|---|---|
| Coefficient of variation (CV) | 0.6500989744 |
| Kurtosis | -1.327101652 |
| Mean | 3.15986 |
| Median Absolute Deviation (MAD) | 1.811526512 |
| Skewness | -0.1434034287 |
| Sum | 315986 |
| Variance | 4.219826979 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0. 0.5 2.5 3.5 4.5 5.5 6. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 5 | 19284 | 19.3% | |
| 6 | 15466 | 15.5% | |
| 0 | 14411 | 14.4% | |
| 4 | 13290 | 13.3% | |
| 1 | 13089 | 13.1% | |
| 2 | 12859 | 12.9% | |
| 3 | 11601 | 11.6% |
| Value | Count | Frequency (%) | |
| 0 | 14411 | 14.4% | |
| 1 | 13089 | 13.1% | |
| 2 | 12859 | 12.9% | |
| 3 | 11601 | 11.6% | |
| 4 | 13290 | 13.3% |
| Value | Count | Frequency (%) | |
| 6 | 15466 | 15.5% | |
| 5 | 19284 | 19.3% | |
| 4 | 13290 | 13.3% | |
| 3 | 11601 | 11.6% | |
| 2 | 12859 | 12.9% |
First rows
| distance_km | driver_gk | driver_latitude | driver_longitude | driver_response | duration_min | hour_key | offer_class_group | offer_gk | order_gk | origin_order_latitude | origin_order_longitude | ride_type_desc | weekday_key | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | -1.000 | 6080 | 55.818842 | 37.334562 | 0 | -1.000 | 20 | Economy | 1105373 | 174182 | 55.814567 | 37.355010 | private | 5 |
| 1 | 18.802 | 6080 | 55.805342 | 37.515023 | 1 | 25.217 | 14 | Standard | 759733 | 358774 | 55.819329 | 37.466398 | private | 5 |
| 2 | 6.747 | 6080 | 55.813978 | 37.347688 | 0 | 9.800 | 14 | Economy | 416977 | 866260 | 55.814827 | 37.354074 | private | 6 |
| 3 | -1.000 | 6080 | 55.745922 | 37.421748 | 1 | -1.000 | 6 | Economy | 889660 | 163522 | 55.743469 | 37.431130 | private | 2 |
| 4 | 12.383 | 6080 | 55.803578 | 37.521602 | 1 | 19.250 | 16 | Economy | 1120055 | 506710 | 55.812559 | 37.527407 | private | 4 |
| 5 | 6.747 | 6080 | 55.818963 | 37.361033 | 0 | 9.800 | 15 | Economy | 1058203 | 360328 | 55.814827 | 37.354074 | private | 6 |
| 6 | -1.000 | 6080 | 55.753508 | 37.663742 | 1 | -1.000 | 11 | Standard | 103326 | 615584 | 55.757251 | 37.659064 | business | 2 |
| 7 | 1.517 | 6080 | 55.839318 | 37.248862 | 0 | 3.933 | 20 | Economy | 128861 | 254374 | 55.839134 | 37.304101 | private | 5 |
| 8 | 6.222 | 6080 | 55.818748 | 37.338240 | 0 | 15.433 | 20 | Economy | 493006 | 753429 | 55.835764 | 37.294710 | private | 5 |
| 9 | 10.410 | 6080 | 55.839155 | 37.251947 | 0 | 23.083 | 7 | Economy | 953983 | 533820 | 55.833198 | 37.312197 | private | 6 |
Last rows
| distance_km | driver_gk | driver_latitude | driver_longitude | driver_response | duration_min | hour_key | offer_class_group | offer_gk | order_gk | origin_order_latitude | origin_order_longitude | ride_type_desc | weekday_key | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 99990 | 39.251 | 2442 | 55.961366 | 37.413864 | 0 | 40.350 | 0 | Standard | 1014866 | 587299 | 55.962322 | 37.407117 | private | 1 |
| 99991 | -1.000 | 2442 | 55.961239 | 37.413497 | 0 | -1.000 | 23 | Standard | 619039 | 323136 | 55.962322 | 37.407117 | private | 6 |
| 99992 | 0.000 | 2442 | 55.961301 | 37.413497 | 0 | 0.000 | 1 | Standard | 1021230 | 351741 | 55.966694 | 37.415754 | private | 1 |
| 99993 | 32.721 | 2442 | 55.961321 | 37.413560 | 0 | 39.017 | 21 | Standard | 658641 | 90022 | 55.964892 | 37.413543 | private | 5 |
| 99994 | -1.000 | 2442 | 55.961351 | 37.413864 | 0 | -1.000 | 0 | Economy | 915788 | 636975 | 55.964220 | 37.423526 | private | 5 |
| 99995 | 17.378 | 2442 | 55.961246 | 37.413497 | 0 | 29.817 | 2 | Economy | 726210 | 27360 | 55.966694 | 37.415754 | private | 0 |
| 99996 | 7.751 | 2442 | 55.961246 | 37.413497 | 0 | 12.683 | 1 | Economy | 881472 | 381960 | 55.964892 | 37.413543 | private | 0 |
| 99997 | 46.983 | 2442 | 55.961315 | 37.413497 | 0 | 46.217 | 20 | Standard | 626673 | 627126 | 55.962203 | 37.416373 | private | 1 |
| 99998 | 50.029 | 2442 | 55.961354 | 37.413864 | 0 | 51.100 | 21 | Economy | 672584 | 140623 | 55.964892 | 37.413543 | private | 6 |
| 99999 | 54.811 | 2442 | 55.961364 | 37.413864 | 0 | 56.183 | 23 | Standard | 542637 | 140050 | 55.962322 | 37.407117 | private | 0 |